Paper Abstract and Keywords |
Presentation |
2004-07-16 11:15
Static Image Based Human Pose Recovery by Optimal Candidate Decision Hui Cao, Noboru Ohnishi (Nagoya Univ.), Toshimitsu Tanaka, Noboru Sugie (Meijo Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We proposed a new approach to recovering human pose from a static image via optimal candidate pose decision. It includes two steps: generating candidate poses and deciding the most probable one. For a given image input, a set of candidate poses are generated by a combination algorithm - selecting seeds out of training data set that are close to image input,
and following with exhaustive combinations of pose parts of selected seeds. The most probable pose is then selected from the candidate poses depending on a joint-data subspace based decision model, where the joint-data subspace characterizes the correlation of image and pose. The embedded combination ability can not only augment the candidate poses but also avoid generating nonexistent poses that are usually occurred when using inference method. The experiments results including synthetic and real images show good performances achieved by the proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Human pose estimation / bayesian decision / parts combination / weighted subspace / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 104, no. 192, IE2004-28, pp. 19-24, July 2004. |
Paper # |
IE2004-28 |
Date of Issue |
2004-07-09 (IE, PRMU, MVE) |
ISSN |
Print edition: ISSN 0913-5685 |
Download PDF |
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Conference Information |
Committee |
IE MVE PRMU |
Conference Date |
2004-07-15 - 2004-07-16 |
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(See Japanese page) |
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Paper Information |
Registration To |
IE |
Conference Code |
2004-07-IE-MVE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Static Image Based Human Pose Recovery by Optimal Candidate Decision |
Sub Title (in English) |
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Keyword(1) |
Human pose estimation |
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bayesian decision |
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parts combination |
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weighted subspace |
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1st Author's Name |
Hui Cao |
1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
2nd Author's Name |
Noboru Ohnishi |
2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
3rd Author's Name |
Toshimitsu Tanaka |
3rd Author's Affiliation |
Meijo University (Meijo Univ.) |
4th Author's Name |
Noboru Sugie |
4th Author's Affiliation |
Meijo University (Meijo Univ.) |
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Speaker |
Author-1 |
Date Time |
2004-07-16 11:15:00 |
Presentation Time |
30 minutes |
Registration for |
IE |
Paper # |
IE2004-28, PRMU2004-52, MVE2004-29 |
Volume (vol) |
vol.104 |
Number (no) |
no.192(IE), no.194(PRMU), no.196(MVE) |
Page |
pp.19-24 |
#Pages |
6 |
Date of Issue |
2004-07-09 (IE, PRMU, MVE) |